{"id":"W4389833965","doi":"10.1002/9781119525127.ch1","title":"Welcome to Endoscopy","year":2023,"lang":"en","type":"other","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"European Association for Endoscopic Surgery and other Interventional Techniques; American College of Gastroenterology; North American Society for Pediatric Gastroenterology, Hepatology and Nutrition; American Society for Gastrointestinal Endoscopy","keywords":"Endoscope; Mistake; Scope (computer science); Endoscopy; Interpretation (philosophy); Computer science; Psychology; Medicine; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001028165,0.0007115811,0.0004666859,0.000578763,0.001961099,0.003937513,0.0008315734,0.003417352,0.3418181],"category_scores_gemma":[0.007241774,0.0002087373,0.0006643704,0.0003619033,0.0006914021,0.00339359,0.003900276,0.003964695,0.1640945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008669213,"about_ca_system_score_gemma":0.001168664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005235558,"about_ca_topic_score_gemma":0.002430415,"domain_scores_codex":[0.9990407,0.0001954124,0.00003207825,0.0001138746,0.0004258933,0.0001921331],"domain_scores_gemma":[0.9947661,0.000488182,0.0001952055,0.0001247265,0.0009920324,0.003433696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002170271,0.000021869,0.0001877723,0.00006861403,0.000001661964,0.0002716873,0.0001810892,0.00001424361,0.000195341,0.00164454,0.953517,0.04387444],"study_design_scores_gemma":[0.000004178808,0.00002176992,0.0002394197,0.00007373186,0.000001214589,0.0004392921,0.0003000926,0.000008140723,0.00004475946,0.0006337886,0.998228,0.000005603127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003032869,0.01347243,0.003377285,0.2184613,0.2584132,0.0001362477,0.0007881745,0.001351177,0.5009673],"genre_scores_gemma":[0.009654672,0.006581366,0.001918908,0.05589535,0.0457769,0.00007941217,0.0004599762,0.0007095409,0.8789238],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3418181,"threshold_uncertainty_score":0.9388166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352345343860547,"score_gpt":0.3046690638379121,"score_spread":0.2811456103993066,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}